A share data
AI agent skill catalog and yk CLI for installing reusable Claude Code/Codex-ready skills into repos and running workflow tools like PBench, transcripts, and A-share data.
npx -y skills add Yaphet2015/ya-skills --skill a-share-dataAssembled from the repository path, not quoted from the project. Check it against their README if it does not work.
One thing to look at
- 0 stars0 stars. Stars are a popularity signal and not a quality one, but at this level it is likely that nobody has read this closely except its author, and you would be relying on your own review.
What its author says it does
Copied from the file, not written here
Use when the user needs to fetch Chinese A-share market data, K-lines, financial indicators, cash flow, announcements, or news evidence from public data sources for stock/investment research.
SKILL.md
6.7 KB, ~1.6k tokens by cl100k_base, as published. Nobody here has run it
A-share Data Skill
Use this skill when the user asks for A 股数据, Chinese stock quotes, K-line/history, 东方财富 F10 financials, public announcements, news evidence, valuation inputs, or a data pack for later investment analysis.
This skill is data acquisition only. It does not issue investment advice by itself. It prepares timestamped, provenance-rich data that other research or portfolio workflows can analyze.
Core Policy
- Real data only. Never fabricate prices, financials, valuation ratios, charts, holdings, or news. If an endpoint fails or a field is absent, record it as unavailable.
- Record provenance. Keep URL/vendor, fetch timestamp, stock code, market, adjustment mode, date range, and any errors for every source.
- Treat vendor fields cautiously. Public quote fields can be undocumented or change over time. Preserve raw fields when useful and label derived calculations clearly.
- Do not blindly quote PE fields as static PE. For A-shares, vendor PE fields may be TTM, dynamic, negative because of loss-making bases, or otherwise vendor-specific. If prior-year attributable net profit and total market cap are both available, compute a rough static PE yourself as
market_cap / prior_year_parent_net_profitand label it as an estimate. - Distinguish intraday from close. Mark intraday quotes with the vendor timestamp. Do not present an intraday quote as a closing price.
- Respect data gaps. A missing or blocked source is a fact to report, not a reason to invent a substitute.
One-command workflow
After installing the skill with yk install a-share-data, run from the installed skill directory:
python3 scripts/a_share_data.py 301236 --market SZ --output /absolute/path/301236-data.json
Common variants:
# Infer market from code prefix and fetch the default data pack
python3 scripts/a_share_data.py 600519
# Fetch only quote and daily K-line data for a date range
python3 scripts/a_share_data.py 300750 --items quote,kline --start 2025-01-01 --end 2026-06-30
# Fetch financial/announcement evidence only
python3 scripts/a_share_data.py 301236 --items financials,cashflow,announcements --limit 10
Default output is JSON printed to stdout. Use --output to save the data pack for downstream reports.
Data sources covered
| Data need | Primary public source | What to capture | Notes |
|---|---|---|---|
| Real-time quote | Sina hq.sinajs.cn | name, open, previous close, current price, high, low, volume, amount, date, time | Requires browser-like headers; usually GB18030. |
| Quote / valuation fields | Tencent qt.gtimg.cn | raw quote fields plus selected price/change/turnover/market-cap/PE/PB-style fields when present | Preserve raw fields; field positions are vendor-specific. |
| Daily K-line | Tencent web.ifzq.gtimg.cn/appstock/app/fqkline/get | date, open, close, high, low, volume, amount when available | Use qfq by default unless a different adjustment is requested. |
| Main financial indicators | Eastmoney F10 datacenter | revenue, parent net profit,扣非净利, margins, ROE, leverage, BPS when present | Query by SECUCODE="000000.SZ/SH/BJ"; keep raw records. |
| Cash flow | Eastmoney F10 datacenter | operating cash flow and related fields when present | Useful for checking profit/cash-flow divergence. |
| Announcements | Eastmoney announcement API | recent official announcement titles, dates, URLs/IDs when present | Prefer official announcement evidence over rumor/news. |
| News/search | Eastmoney search or other public search endpoints | headline, time, source, URL when body is unavailable | Treat headlines as weak signals unless the body is fetched and verified. |
Code and market normalization
Accept any of these forms and normalize internally:
301236,300750,600519,430047sz301236,sh600519,bj430047301236.SZ,600519.SH,430047.BJ
Market inference default:
6/9prefix → Shanghai (SH)0/2/3prefix → Shenzhen (SZ)4/8prefix → Beijing (BJ)
If inference is ambiguous or wrong for a specific instrument, pass --market SH|SZ|BJ explicitly.
Recommended data-pack shape
When saving data for a report, keep this shape:
{
"subject": { "code": "301236", "market": "SZ", "secucode": "301236.SZ" },
"fetched_at": "2026-06-30T...Z",
"sources": {
"sina_quote": { "url": "...", "data": {}, "error": null },
"tencent_quote": { "url": "...", "data": {}, "error": null },
"tencent_kline": { "url": "...", "data": [], "error": null },
"eastmoney_financials": { "url": "...", "data": [], "error": null },
"eastmoney_cashflow": { "url": "...", "data": [], "error": null },
"eastmoney_announcements": { "url": "...", "data": [], "error": null }
},
"derived": [],
"limitations": []
}
Derivation rules
Only compute derived fields when inputs are present and units are clear enough:
- Rough static PE:
total_market_cap / prior_year_parent_net_profit. - Return / drawdown / moving averages: compute from K-line closes and state adjustment mode (
qfq,hfq, or raw/bfq). - Turnover/volume interpretation: preserve vendor units; do not silently convert if units are unclear.
Every derived field must include:
- formula
- input fields and source names
- timestamp/as-of date
- limitations
Verification Checklist
After fetching data:
- Confirm the command exits with status 0.
- Confirm each requested source has either non-empty
dataor an expliciterror. - Confirm quotes include a vendor date/time or are labeled as missing/stale.
- Confirm K-line data range and adjustment mode match the request.
- Confirm financial records include report dates; do not mix annual and quarterly values without labels.
- Confirm all unavailable sources are listed in
limitationsor source-levelerrorfields. - Before using valuation ratios in analysis, check whether the ratio is vendor-supplied or self-computed and label it accordingly.
Common Pitfalls
- Sina/Tencent endpoints may require
RefererandUser-Agent; retry with browser-like headers before declaring unavailable. - Chinese endpoints often use GBK/GB18030 encoding.
- JSONP endpoints need wrapper stripping before JSON parsing.
- Eastmoney field names differ by report type and can change. Preserve raw records and map only fields you verify.
- Recent news headline search is not the same as verified announcement evidence.
- ETF/fund data uses different endpoint families; do not assume single-stock fields apply unchanged.